Nougat_Inference_to_read_scientific_PDFs.ipynb

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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/inuwamobarak/nougat/blob/main/Nougat_Inference_to_read_scientific_PDFs.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This notebook is strongly inspired by the HF TF boss, Niels Rogge: https://github.com/NielsRogge/Transformers-Tutorials/tree/master/Nougat"
      ],
      "metadata": {
        "id": "DRDr6NLSAIff"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Step 1: Set-Up Environment"
      ],
      "metadata": {
        "id": "F_XULERaOqnX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install -q pymupdf python-Levenshtein nltk\n",
        "!pip install -q git+https://github.com/huggingface/transformers.git"
      ],
      "metadata": {
        "id": "X3W7IwamMSbj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8c5ff98c-2476-4824-f543-fb40678e426d"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.3/4.3 MB\u001b[0m \u001b[31m11.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m30.6/30.6 MB\u001b[0m \u001b[31m37.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m169.4/169.4 kB\u001b[0m \u001b[31m19.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.2/3.2 MB\u001b[0m \u001b[31m106.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
            "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
            "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.0/302.0 kB\u001b[0m \u001b[31m4.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m14.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m29.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m295.0/295.0 kB\u001b[0m \u001b[31m21.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Building wheel for transformers (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Step 2: Load Model and Processor"
      ],
      "metadata": {
        "id": "N9x-AHe7OyBW"
      }
    },
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        },
        "id": "_hVvdfEJLi10",
        "outputId": "bd3ff7cf-8b46-4b69-81a8-1c44a547c680"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)rocessor_config.json:   0%|          | 0.00/479 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)okenizer_config.json:   0%|          | 0.00/4.49k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "63a0a26a0b414911a892614c75a2b9d9"
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)/main/tokenizer.json:   0%|          | 0.00/2.14M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b59450c0c1ce44678ef7894d8e34c04d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)cial_tokens_map.json:   0%|          | 0.00/96.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e43a77231a314f8695e6d1bdd31bb7c1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/4.77k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading pytorch_model.bin:   0%|          | 0.00/990M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "4e134cc7a2ed4aac8ef0b5a16743b8e5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)neration_config.json:   0%|          | 0.00/165 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "9f004b1bb3f34b83bba369ef8b3081d2"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "from transformers import AutoProcessor, VisionEncoderDecoderModel\n",
        "import torch\n",
        "\n",
        "# Load the Nougat model and processor from the hub\n",
        "processor = AutoProcessor.from_pretrained(\"facebook/nougat-small\")\n",
        "model = VisionEncoderDecoderModel.from_pretrained(\"facebook/nougat-small\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%%capture\n",
        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "model.to(device)"
      ],
      "metadata": {
        "id": "HfFy7vY8UtQq"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from typing import Optional, List\n",
        "import io\n",
        "import fitz\n",
        "from pathlib import Path\n",
        "\n",
        "def rasterize_paper(\n",
        "    pdf: Path,\n",
        "    outpath: Optional[Path] = None,\n",
        "    dpi: int = 96,\n",
        "    return_pil=False,\n",
        "    pages=None,\n",
        ") -> Optional[List[io.BytesIO]]:\n",
        "    \"\"\"\n",
        "    Rasterize a PDF file to PNG images.\n",
        "\n",
        "    Args:\n",
        "        pdf (Path): The path to the PDF file.\n",
        "        outpath (Optional[Path], optional): The output directory. If None, the PIL images will be returned instead. Defaults to None.\n",
        "        dpi (int, optional): The output DPI. Defaults to 96.\n",
        "        return_pil (bool, optional): Whether to return the PIL images instead of writing them to disk. Defaults to False.\n",
        "        pages (Optional[List[int]], optional): The pages to rasterize. If None, all pages will be rasterized. Defaults to None.\n",
        "\n",
        "    Returns:\n",
        "        Optional[List[io.BytesIO]]: The PIL images if `return_pil` is True, otherwise None.\n",
        "    \"\"\"\n",
        "\n",
        "    pillow_images = []\n",
        "    if outpath is None:\n",
        "        return_pil = True\n",
        "    try:\n",
        "        if isinstance(pdf, (str, Path)):\n",
        "            pdf = fitz.open(pdf)\n",
        "        if pages is None:\n",
        "            pages = range(len(pdf))\n",
        "        for i in pages:\n",
        "            page_bytes: bytes = pdf[i].get_pixmap(dpi=dpi).pil_tobytes(format=\"PNG\")\n",
        "            if return_pil:\n",
        "                pillow_images.append(io.BytesIO(page_bytes))\n",
        "            else:\n",
        "                with (outpath / (\"%02d.png\" % (i + 1))).open(\"wb\") as f:\n",
        "                    f.write(page_bytes)\n",
        "    except Exception:\n",
        "        pass\n",
        "    if return_pil:\n",
        "        return pillow_images"
      ],
      "metadata": {
        "id": "cLYsHs5DU-8Z"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Step 3: Load PDF"
      ],
      "metadata": {
        "id": "Ba-MiITdPGqD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from huggingface_hub import hf_hub_download\n",
        "from typing import Optional, List\n",
        "import io\n",
        "import fitz\n",
        "from pathlib import Path\n",
        "from PIL import Image\n",
        "\n",
        "filepath = hf_hub_download(repo_id=\"inuwamobarak/random-files\", filename=\"2310.08535.pdf\", repo_type=\"dataset\")\n",
        "\n",
        "images = rasterize_paper(pdf=filepath, return_pil=True)\n",
        "image = Image.open(images[0])\n",
        "image"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
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        },
        "id": "5AIxP4dgLrvB",
        "outputId": "364a8133-1080-4991-dccc-feb6bc0a34a0"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)/main/2310.08535.pdf:   0%|          | 0.00/889k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
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              "model_id": "48a7f35d252e49afb200cc001342e80b"
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          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
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\n"
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Step 4: Generate Transcription"
      ],
      "metadata": {
        "id": "ZX_uYbK_PWYX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pixel_values = processor(images=image, return_tensors=\"pt\").pixel_values"
      ],
      "metadata": {
        "id": "Y9pXH1xHVe9B"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import StoppingCriteria, StoppingCriteriaList\n",
        "from collections import defaultdict\n",
        "\n",
        "class RunningVarTorch:\n",
        "    def __init__(self, L=15, norm=False):\n",
        "        self.values = None\n",
        "        self.L = L\n",
        "        self.norm = norm\n",
        "\n",
        "    def push(self, x: torch.Tensor):\n",
        "        assert x.dim() == 1\n",
        "        if self.values is None:\n",
        "            self.values = x[:, None]\n",
        "        elif self.values.shape[1] < self.L:\n",
        "            self.values = torch.cat((self.values, x[:, None]), 1)\n",
        "        else:\n",
        "            self.values = torch.cat((self.values[:, 1:], x[:, None]), 1)\n",
        "\n",
        "    def variance(self):\n",
        "        if self.values is None:\n",
        "            return\n",
        "        if self.norm:\n",
        "            return torch.var(self.values, 1) / self.values.shape[1]\n",
        "        else:\n",
        "            return torch.var(self.values, 1)\n",
        "\n",
        "\n",
        "class StoppingCriteriaScores(StoppingCriteria):\n",
        "    def __init__(self, threshold: float = 0.015, window_size: int = 200):\n",
        "        super().__init__()\n",
        "        self.threshold = threshold\n",
        "        self.vars = RunningVarTorch(norm=True)\n",
        "        self.varvars = RunningVarTorch(L=window_size)\n",
        "        self.stop_inds = defaultdict(int)\n",
        "        self.stopped = defaultdict(bool)\n",
        "        self.size = 0\n",
        "        self.window_size = window_size\n",
        "\n",
        "    @torch.no_grad()\n",
        "    def __call__(self, input_ids: torch.LongTensor, scores: torch.FloatTensor):\n",
        "        last_scores = scores[-1]\n",
        "        self.vars.push(last_scores.max(1)[0].float().cpu())\n",
        "        self.varvars.push(self.vars.variance())\n",
        "        self.size += 1\n",
        "        if self.size < self.window_size:\n",
        "            return False\n",
        "\n",
        "        varvar = self.varvars.variance()\n",
        "        for b in range(len(last_scores)):\n",
        "            if varvar[b] < self.threshold:\n",
        "                if self.stop_inds[b] > 0 and not self.stopped[b]:\n",
        "                    self.stopped[b] = self.stop_inds[b] >= self.size\n",
        "                else:\n",
        "                    self.stop_inds[b] = int(\n",
        "                        min(max(self.size, 1) * 1.15 + 150 + self.window_size, 4095)\n",
        "                    )\n",
        "            else:\n",
        "                self.stop_inds[b] = 0\n",
        "                self.stopped[b] = False\n",
        "        return all(self.stopped.values()) and len(self.stopped) > 0"
      ],
      "metadata": {
        "id": "hRSXJIWdVZ7U"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "outputs = model.generate(\n",
        "    pixel_values.to(device),\n",
        "    min_length=1,\n",
        "    max_length=3584,\n",
        "    bad_words_ids=[[processor.tokenizer.unk_token_id]],\n",
        "    return_dict_in_generate=True,\n",
        "    output_scores=True,\n",
        "    stopping_criteria=StoppingCriteriaList([StoppingCriteriaScores()]),\n",
        ")"
      ],
      "metadata": {
        "id": "b7kTBYwP7LXG"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Step 5: Postprocess"
      ],
      "metadata": {
        "id": "6P-m_JUjP2l8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "generated = processor.batch_decode(outputs[0], skip_special_tokens=True)[0]\n",
        "\n",
        "generated = processor.post_process_generation(generated, fix_markdown=False)\n",
        "print(generated)"
      ],
      "metadata": {
        "id": "Y0yyOfAOblY7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4477b792-4390-4c05-8e7a-6d347be0c56c"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "\n",
            "# Formally Specifying the High-Level Behavior\n",
            "\n",
            "of LLM-Based Agents\n",
            "\n",
            "Maxwell Crouse Ibrahim Abdelaziz Kinjal Basu Soham Dan\n",
            "\n",
            "Sadhana Kumarvel Achille Fokoue Pavan Kapanipathi Luis Lastras\n",
            "\n",
            "{maxwell.crouse, ibrahim.abdelazzi, kinjal.basu, soham.dan, sadhana.kumaravell}@ibm.com\n",
            "\n",
            "{achille, kapanipa, lastrasl}@us.ibm.com\n",
            "\n",
            "IBM Research\n",
            "\n",
            "###### Abstract\n",
            "\n",
            "LLM-based agents have recently emerged as promising tools for solving challenging problems without the need for task-specific finetuned models that can be expensive to procure. Currently, the design and implementation of such agents is ad hoc, as the wide variety of tasks that LLM-based agents may be applied to naturally means there can be no one-size-fits-all approach to agent design. In this work we aim to alleviate the difficulty of designing and implementing new agents by proposing a minimalistic, high-level generation framework that simplifies the process of building agents. The framework we introduce allows the user to specify desired agent behaviors in Linear Temporal Logic (LTL). The declarative LTL specification is then used to construct a constrained decoder that guarantees the LLM will produce an output exhibiting the desired behavior. By designing our framework in this way, we obtain several benefits, including the ability to enforce complex agent behavior, the ability to formally validate prompt examples, and the ability to seamlessly incorporate content-focused logical constraints into generation. In particular, our declarative approach, in which the desired behavior is simply described without concern for how it should be implemented or enforced, enables rapid design, implementation and experimentation with different LLM-based agents. We demonstrate how the proposed framework can be used to implement recent LLM-based agents, and show how the guardrails our approach provides can lead to improvements in agent performance. In addition, we release our code for general use.\n",
            "\n",
            "## 1 Introduction\n",
            "\n",
            "Many recent works (e.g., Brohan et al. (2023); Shen et al. (2023); Yao et al. (2022); Shinn et al. (2023)) have explored the use of large language models (LLMs) to drive the decision-making of intelligent, autonomous agents. Given a problem to solve, these LLM-based agents break the problem down into a sequence of steps, where each step involves either generating text or executing a tool (e.g., an API call Schick et al. (2023a)) which can supply new context to the agent. Importantly, while the order of steps to take is dictated by a high-level, prespecified behavior implemented by the user, the underlying LLM is still allowed a significant amount of flexibility in what it may produce. At each individual step, the outputs (i.e., the specific text or tool) are entirely determined by the LLM, thus allowing the agent to leverage the strong generative capabilities of LLMs while ensuring there are some guardrails to prevent aberrant behavior. Figure 1 provides an example of the popular ReACT Yao et al. (2022) framework, where an agent executes a loop that goes between generative steps (i.e., Thought, Action, Action Input) and tool execution steps (i.e., Observation).\n",
            "\n",
            "Agent-based frameworks confer a number of benefits. First, these agent-based systems are significantly more performant than simpler systems utilizing standard prompting-based approaches (e.g., chain-of-thought Wei et al. (2022)). Second, because they allow the LLM to seamlessly integrate with external tools and incorporate the tool outputs into its context, agent-based approaches can address a much broader range of datasets and tasks (e.g., those involving web search Yang et al. (2018)). Lastly, by allowing end users to define an agent's behavior, the users are given more flexibility in tailoring very large language models to their needs than they would have otherwise.\n",
            "\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "qqKas7GyVqTP"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Links:**\n",
        "\n",
        "https://github.com/NielsRogge/Transformers-Tutorials/\n",
        "\n",
        "https://github.com/inuwamobarak/nougat\n",
        "\n",
        "https://arxiv.org/abs/2310.08535\n",
        "\n",
        "https://arxiv.org/pdf/2308.13418.pdf\n",
        "\n",
        "https://huggingface.co/datasets/inuwamobarak/random-files\n",
        "\n",
        "https://huggingface.co/spaces/ysharma/nougat"
      ],
      "metadata": {
        "id": "iarYA9PHAdBK"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "IiTxmHdwApJP"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}